DeepSeek-V3技术报告解读：MLA与DeepSeekMoE到底做对了什么
本文从架构设计和训练成本两个角度，拆解DeepSeek-V3相比同类开源模型的关键差异。
周天意·发布于 January 24, 20246,234 赞同187 评论{"id": "1892345678901234567","url": "https://zhuanlan.zhihu.com/p/1892345678901234567","title": "DeepSeek-V3技术报告解读：MLA与DeepSeekMoE到底做对了什么","excerpt": "本文从架构设计和训练成本两个角度，拆解DeepSeek-V3相比同类开源模型的关键差异。","createdUtc": 1706054400,"updatedUtc": 1706140800,"authorUserId": "c3d4e5f6a7b8","authorToken": "zhou-tian-yi-56",... 还有 7 个字段}
价格
Zhihu 搜索文章 API 价格
试一试
一个请求获取 Zhihu 搜索文章
这个示例展示了 23 个字段中的 22 个。查看全部字段
{
"found": true,
"data": {
"isEnd": false,
"nextOffset": "20",
"searchHashId": "hash_4f5e6d7c8b9a",
"nextVerticalInfo": "0,0,0,0,0,0,0,0,0,2,0,0",
"articles": [
{
"id": "1892345678901234567",
"url": "https://zhuanlan.zhihu.com/p/1892345678901234567",
"title": "DeepSeek-V3技术报告解读：MLA与DeepSeekMoE到底做对了什么",
"excerpt": "本文从架构设计和训练成本两个角度，拆解DeepSeek-V3相比同类开源模型的关键差异。",
"createdUtc": 1706054400,
"updatedUtc": 1706140800,
"authorUserId": "c3d4e5f6a7b8",
"authorToken": "zhou-tian-yi-56",
"authorName": "周天意",
"authorImage": "https://pic3.zhimg.com/v2-2b3c4d5e6f7a8b9c0d1e2f3a4b5c6d7e_l.jpg",
"votes": 6234,
"comments": 187,
"text": "本文从架构设计和训练成本两个角度，拆解DeepSeek-V3相比同类开源模型的关键差异，重点说明多头潜在注意力和混合专家路由如何一起降低推理开销。",
"authorUrl": "https://www.zhihu.com/people/zhou-tian-yi-56",
"saves": 4102
},
{
"id": "1892400012345678901",
"url": "https://zhuanlan.zhihu.com/p/1892400012345678901",
"title": "给非算法背景的人讲清楚DeepSeek为什么便宜",
"excerpt": "不涉及公式，用类比的方式说明DeepSeek训练成本低的三个主要原因。",
"createdUtc": 1706313600,
"authorUserId": "d4e5f6a7b8c9",
"authorToken": "su-wan-ning-33",
"authorName": "苏婉宁",
"authorImage": "https://pic4.zhimg.com/v2-3c4d5e6f7a8b9c0d1e2f3a4b5c6d7e8f_l.jpg",
"votes": 2890,
"comments": 64,
"saves": 1150
}
]
}
}完整的参数与响应参考：这个接口的每个字段、类型和示例。
参考
一个请求，一种响应结构。
你发送的每个字段和收到的每个字段，都附有真实示例。
最近验证于 2026-11-14 · 可用率和延迟按 30d 统计
请求体
JSON，POST 到这个接口。
- querystring
deepseek
搜索关键词。
- limitstring
20
每页请求的文章数量。
- offsetstring
上一次响应中以 nextOffset 返回的结果偏移量。
- searchHashIdstring
上一次响应返回的搜索哈希标识符。
- showAllTopicsinteger
0
是否包含所有话题：0 表示不包含，1 表示包含。
- sortenum
文章排序方式：综合、赞同最多或最新。
- timeIntervalenum
可选的发布时间筛选。
- verticalInfostring
上一次响应中以 nextVerticalInfo 返回的文章搜索垂直分类续传状态。
响应
JSON，每个字段一个示例值。
Normalized article results. Populated whenever the provider has data for the entity.
- authorImagestring
https://pic3.zhimg.com/v2-2b3c4d5e6f7a8b9c0d1e2f3a4b5c6d7e_l.jpg
Author avatar URL.
- authorNamestring
周天意
Author display name. Populated whenever the provider has data for the entity.
- authorTokenstring
zhou-tian-yi-56
Author URL token.
- authorUrlstring
https://www.zhihu.com/people/zhou-tian-yi-56
Canonical URL of the author's Zhihu profile.
- authorUserIdstring
c3d4e5f6a7b8
Author identifier.
- commentsinteger
187
Comment count.
- createdUtcnumber
1706054400
UTC epoch timestamp in seconds (Unix time). Multiply by 1000 for a JS Date in milliseconds.
- excerptstring
本文从架构设计和训练成本两个角度，拆解DeepSeek-V3相比同类开源模型的关键差异。
Article excerpt. Populated whenever the provider has data for the entity.
- idstring
1892345678901234567
Article identifier. Populated whenever the provider has data for the entity.
- savesinteger
4102
Number of times the article was saved to a collection.
- textstring
本文从架构设计和训练成本两个角度，拆解DeepSeek-V3相比同类开源模型的关键差异，重点说明多头潜在注意力和混合专家路由如何一起降低推理开销。
Full body text of the article, with HTML markup stripped.
- titlestring
DeepSeek-V3技术报告解读：MLA与DeepSeekMoE到底做对了什么
Article title. Populated whenever the provider has data for the entity.
- updatedUtcnumber
1706140800
Last update UTC epoch timestamp in seconds (Unix time). Multiply by 1000 for a JS Date in milliseconds.
- urlstring
https://zhuanlan.zhihu.com/p/1892345678901234567
Canonical article URL. Populated whenever the provider has data for the entity.
- votesinteger
6234
Upvote count.
Article results and pagination state, or null when none were found.
- isEndboolean
false
Whether the result set has reached its final page.
- nextOffsetstring
20
Result offset to pass as offset when requesting the next page.
- nextVerticalInfostring
0,0,0,0,0,0,0,0,0,2,0,0
Article-search vertical continuation state to pass as verticalInfo when requesting the next page.
- searchHashIdstring
hash_4f5e6d7c8b9a
Search hash identifier to pass when requesting another page.
- foundboolean
true
True when articles were found.
- reason"not_found"
Present only when `found` is false, and says why there is no result. `not_found`: the source states the target does not exist, or returned nothing for it. A `found: false` answer is a successful call, not an error, and `costUsd` is what it actually cost.
常见问题
关于 Zhihu 搜索文章 API
AnyAPI 的 Zhihu 搜索文章 API 只需一次 POST 请求 /v1/run/zhihu.search_articles，就以统一格式的 JSON 返回 Zhihu 数据。按关键词搜索知乎公开文章，包含标准化的作者和互动数据。无论哪个数据源提供服务，AnyAPI 都返回同一套统一的 schema。费用：每千次请求 US$1.20 起，以美元计价，无需订阅，也没有每月最低消费。过去 30 天，通过 AnyAPI 发起的 Zhihu 搜索文章 API 调用中有 100.0% 成功，响应时间中位数为 2.2 秒，共测量 34 次调用。